Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "82" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 81 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 77 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.798880 | -0.421809 | 4.089004 | 0.623948 | 0.635954 | 0.295203 | 2.289383 | 0.090971 | 0.7503 | 0.7790 | 0.2802 | 15.278253 | 14.343854 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.919784 | 2.183294 | 4.076365 | 1.884563 | 0.035117 | 0.677968 | 1.396652 | 1.266480 | 0.6876 | 0.6918 | 0.2851 | 6.262312 | 5.839369 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.332467 | -0.919101 | 1.752371 | 1.251863 | -0.000540 | -0.550923 | 1.162397 | 0.003050 | 0.0622 | 0.0521 | 0.0076 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 345.198115 | 349.058913 | inf | inf | 31.173500 | 69.100989 | 165.087397 | 828.196723 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.249452 | 2.098076 | 4.557322 | 0.939425 | 1.544462 | 2.652569 | 0.530434 | 0.141404 | 0.6410 | 0.6608 | 0.3847 | 6.234476 | 6.736941 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.869185 | 1.374260 | 4.343636 | 0.596804 | 2.829793 | 0.948271 | 1.204194 | -0.321107 | 0.6753 | 0.6811 | 0.3063 | 7.315252 | 6.324552 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.683023 | 0.862844 | 2.691511 | 0.617553 | 17.395092 | 7.080994 | 0.755659 | 0.135820 | 0.7297 | 0.7246 | 0.2540 | 10.306423 | 8.877298 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 5.108432 | 2.014136 | 6.013158 | 0.744167 | -1.598116 | -0.223848 | -4.675000 | 3.736147 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.242809 | 1.158556 | 2.310227 | 0.375294 | 2.823972 | -0.096134 | 6.334397 | 2.052980 | 0.6225 | 0.6534 | 0.3833 | 4.362825 | 4.553451 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.722523 | 6.375887 | 2.132215 | 1.265429 | 4.534540 | 4.042142 | 3.611418 | 0.423855 | 0.0641 | 0.0565 | 0.0047 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.187600 | 14.279502 | 7.443105 | 2.117785 | 14.217799 | 11.455024 | 50.976203 | 48.377203 | 0.6088 | 0.6326 | 0.3945 | 5.360541 | 10.799418 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.122431 | 2.304782 | 6.275760 | 2.562617 | 4.091698 | -0.351746 | 4.932270 | 0.522510 | 0.6253 | 0.6514 | 0.4087 | 2.391328 | 1.876369 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.622922 | 1.924157 | 3.628822 | 1.928228 | 14.015008 | 3.609784 | 0.547159 | -0.200720 | 0.6304 | 0.6552 | 0.4111 | 4.088611 | 4.207235 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.111673 | 2.557750 | 6.911613 | 2.139881 | 10.391770 | 0.596265 | 3.505756 | -0.203058 | 0.6320 | 0.6621 | 0.4086 | 4.583936 | 4.395404 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.290311 | 2.028972 | 5.582096 | 2.189832 | 8.953068 | 1.180613 | 9.844062 | 0.833556 | 0.6348 | 0.6629 | 0.4017 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.669378 | 2.270443 | 6.713322 | 2.972122 | 5.495354 | -0.155640 | 0.435814 | -0.076286 | 0.6239 | 0.6583 | 0.4082 | 3.477511 | 3.046438 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.019859 | -0.732719 | 0.275394 | 0.628953 | 12.848152 | 2.284694 | 2.621797 | -0.373276 | 0.0556 | 0.0366 | 0.0044 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.878444 | 1.951932 | 5.717154 | 2.063049 | 9.604559 | 0.990187 | 4.744813 | 0.003904 | 0.6352 | 0.6644 | 0.4007 | 4.260216 | 4.189425 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.256393 | 1.153521 | 3.882569 | 1.788406 | 3.307099 | 0.747838 | 2.811839 | -0.012296 | 0.6588 | 0.6839 | 0.4037 | 7.816984 | 7.093876 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.379776 | 1.865048 | 2.393822 | 1.377492 | 11.134782 | 3.127315 | 3.734413 | 1.446790 | 0.7282 | 0.7369 | 0.3455 | 8.943472 | 10.181082 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.062112 | 1.347987 | 6.288851 | 1.762891 | 2.384181 | 0.501076 | 1.266006 | -0.667284 | 0.6437 | 0.6772 | 0.4067 | 4.744823 | 4.715902 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.335283 | 1.545127 | 6.183568 | 1.831237 | 0.372838 | 0.756649 | 0.958007 | 0.314274 | 0.6495 | 0.6827 | 0.4026 | 6.828951 | 6.614060 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.299240 | -0.789374 | -0.262618 | 0.410385 | -1.240554 | -0.780366 | 0.977976 | -1.292992 | 0.0615 | 0.0438 | 0.0068 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.512209 | 1.803699 | 7.295186 | 2.128338 | 10.000118 | 1.689058 | 9.194075 | 2.206985 | 0.7381 | 0.7580 | 0.2392 | 8.964285 | 6.105909 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.904328 | 1.272891 | 8.304468 | 2.496418 | 2.365641 | 0.881953 | 5.953090 | 0.053683 | 0.6327 | 0.6691 | 0.4207 | 4.777337 | 4.656002 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.457058 | -0.457058 | -0.461085 | -0.461085 | -0.863548 | -0.863548 | -0.922228 | -0.922228 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.975485 | -0.016683 | 1.979710 | -0.730352 | 1.369708 | 4.714200 | 5.281165 | -0.249602 | 0.6681 | 0.6856 | 0.4212 | 3.621549 | 3.584193 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.996014 | 1.789335 | 5.942977 | -0.025682 | 14.719940 | 8.630283 | 9.107440 | 3.640745 | 0.6598 | 0.6837 | 0.4099 | 4.510666 | 4.851908 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.896991 | 0.487564 | 1.249445 | 1.224534 | 0.944993 | 0.824166 | 0.700204 | 0.469131 | 0.6590 | 0.6870 | 0.4105 | 3.849885 | 3.735344 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.521290 | 0.450348 | 1.968512 | 0.571117 | 2.467545 | 0.563643 | 2.749154 | 0.883306 | 0.6639 | 0.6958 | 0.4029 | 4.007088 | 4.035286 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.434378 | 0.231591 | 0.622010 | 0.884877 | 0.878666 | 0.759466 | 0.147964 | 0.895600 | 0.6550 | 0.6873 | 0.4027 | 3.391663 | 3.332024 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.295212 | 1.873793 | 2.877428 | 2.196643 | 5.018790 | 1.871981 | 9.498160 | 4.365673 | 0.6618 | 0.6855 | 0.4067 | 8.893572 | 7.694570 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0450 | 0.0358 | 0.0041 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.395904 | 2.052594 | 2.109495 | 2.267236 | 5.898948 | 1.578558 | 1.577570 | 1.791335 | 0.6569 | 0.6870 | 0.4056 | 8.663955 | 7.597036 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6607 | 0.6912 | 0.4175 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6626 | 0.6889 | 0.4117 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.144622 | 0.940256 | 2.118745 | 1.782045 | 8.798152 | 8.137267 | 1.270636 | 0.227089 | 0.6637 | 0.6889 | 0.4186 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.956887 | 0.511311 | 0.812271 | 1.297862 | 0.634634 | 0.955564 | 0.212807 | 0.164066 | 0.6692 | 0.6914 | 0.4085 | 3.968143 | 3.675944 |
| 2459550 | RF_maintenance | - | 95.88% | 95.88% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0740 | 0.0612 | 0.0049 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.830875 | 2.066166 | 1.960161 | 2.023363 | 7.198442 | 3.937466 | 1.598837 | 0.273553 | 0.6578 | 0.6881 | 0.4188 | 4.595833 | 4.191873 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.978358 | 2.209783 | 0.054937 | -0.666062 | 0.705124 | 0.714262 | 1.130565 | 3.584320 | 0.7270 | 0.7462 | 0.3698 | 4.805204 | 4.141584 |
| 2459541 | RF_maintenance | 0.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | 3.399251 | 1.794592 | 0.050227 | 1.358626 | 0.559105 | 1.166633 | 0.077394 | 2.107171 | 0.7131 | 0.7317 | 0.3498 | 6.320461 | 6.636608 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.701573 | 1.307268 | 0.381487 | 0.040609 | 0.739692 | 3.193355 | 0.873023 | 2.315236 | 0.7263 | 0.7439 | 0.3543 | 4.151848 | 3.999743 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.212624 | 1.701370 | 1.580970 | 1.150238 | 1.696071 | -0.503716 | 0.452430 | 3.830857 | 0.6751 | 0.7075 | 0.4495 | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.699786 | 0.651752 | 0.553342 | -0.338036 | 0.410041 | 1.972492 | 5.511810 | 4.038901 | 0.7568 | 0.7655 | 0.3656 | 4.070488 | 4.328319 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.469614 | 0.732622 | 0.494260 | 0.006417 | -0.281397 | 5.080501 | 5.591814 | 5.188979 | 0.7534 | 0.7542 | 0.3667 | 8.296125 | 9.132660 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.755037 | 1.877655 | 0.705718 | -0.413545 | 1.401464 | 0.979375 | 0.638586 | 0.472222 | 0.6804 | 0.7118 | 0.4169 | 4.143604 | 4.011891 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.571089 | 1.979215 | 1.123719 | 0.838887 | 2.519072 | -0.484025 | 1.339767 | 2.119806 | 0.6878 | 0.7104 | 0.4097 | 0.000000 | 0.000000 |
| 2459530 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.619901 | 0.319301 | 0.557557 | 0.182569 | 0.254666 | 0.812418 | 2.558957 | 6.395511 | 0.6897 | 0.7167 | 0.4180 | 4.648658 | 4.354987 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.343208 | 1.959479 | 1.275056 | -0.486528 | 1.021055 | 5.586801 | 2.995306 | 13.519999 | 0.9043 | 0.9390 | 0.3069 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 9.567439 | 2.028858 | 1.647886 | -0.002795 | 2.460461 | -0.692932 | 0.121547 | 0.506191 | nan | nan | nan | 5.737798 | 6.207785 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.912728 | 1.958342 | 1.194634 | 0.128165 | -0.107464 | 4.214267 | 0.354725 | 5.707315 | 0.6370 | 0.7189 | 0.3762 | 2.784050 | 2.496561 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.849416 | -0.653228 | 0.570866 | -0.008893 | -1.058316 | -0.716581 | 0.540309 | -0.481414 | 0.0873 | 0.0764 | 0.0203 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.404678 | 1.528220 | 0.167407 | -0.405441 | 1.654812 | 0.040710 | 2.612701 | 2.551338 | 0.9183 | 0.9606 | 0.1606 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.517822 | 2.418300 | 0.482139 | 1.856025 | -0.112346 | 1.396895 | -0.148155 | 0.283160 | 0.8761 | 0.8606 | 0.2279 | 8.098677 | 7.381214 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.954107 | 1.671833 | 1.285318 | 0.343921 | 1.556458 | 0.716028 | 6.555976 | 14.049240 | 0.8713 | 0.8665 | 0.4371 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.097714 | 1.150163 | 0.460502 | 0.011870 | 0.258551 | -0.554561 | 1.378258 | 2.442510 | 0.8464 | 0.8873 | 0.3900 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.428223 | 1.353461 | 0.744123 | -0.250498 | 0.880338 | -0.078852 | 0.903721 | 1.181463 | 0.8500 | 0.8811 | 0.3840 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.446495 | 0.699640 | 0.465440 | -0.698535 | 1.458467 | 1.211693 | 4.748121 | 4.345411 | 0.8820 | 0.9425 | 0.1781 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.999367 | 0.868173 | 0.654786 | 0.562012 | 1.206478 | 2.052522 | 0.087416 | 0.570132 | 0.8610 | 0.8825 | 0.4118 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.822727 | 0.759216 | 0.229406 | 0.948185 | 0.782333 | 2.056682 | 1.721925 | 0.630183 | 0.8936 | 0.9288 | 0.3397 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.175489 | 1.150417 | 0.742106 | -0.204870 | 1.174841 | 0.901162 | 9.623173 | 10.122039 | 0.0522 | 0.0558 | 0.0025 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.041993 | 0.407065 | 0.795696 | 0.009765 | 1.105169 | 2.331080 | 7.510880 | 17.064840 | 0.0499 | 0.0612 | 0.0035 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.210554 | 0.246255 | 0.392120 | 0.674398 | 2.478677 | 2.289162 | 1.407917 | -0.060751 | 0.0643 | 0.0517 | 0.0027 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.498043 | 1.380838 | -0.845995 | 0.319902 | 5.366718 | -0.657537 | 5.663846 | -0.097308 | 0.0678 | 0.0623 | 0.0037 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.020207 | 1.583668 | -0.866656 | 0.998951 | 4.522995 | -0.031179 | 0.280804 | 3.259200 | 0.0665 | 0.0570 | 0.0028 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.534358 | 1.262340 | -1.422557 | 0.923641 | 2.495698 | -0.481495 | 5.511339 | 3.106375 | 0.0674 | 0.0660 | 0.0062 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.784344 | 0.613645 | -1.046240 | 0.434918 | 2.524068 | -0.569541 | 5.076254 | 0.847780 | 0.0720 | 0.0632 | 0.0045 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.692266 | 1.611640 | -0.096001 | 0.613077 | 4.666321 | -0.023327 | 8.602804 | 0.096791 | 0.0732 | 0.0626 | 0.0042 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Temporal Variability | 8.812796 | 4.917161 | 1.261928 | 4.957814 | 1.621612 | 8.199946 | 8.812796 | 4.504802 | 1.303189 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 4.296762 | 3.065440 | 1.099956 | 4.296762 | -0.269845 | 0.228861 | 0.970304 | 0.120987 | -0.375611 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.780469 | 2.041168 | 7.780469 | -0.011670 | 7.252125 | -0.827039 | -0.128764 | -0.056831 | 0.946837 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 5.178578 | 2.726131 | 1.899771 | 2.759974 | 1.422084 | 5.178578 | -0.635613 | 4.261591 | 1.477983 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 5.274631 | 1.750109 | 5.274631 | 1.855924 | 4.915556 | -0.345040 | 1.736250 | -0.288128 | 2.405703 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 5.363098 | 1.740302 | 5.363098 | 1.551583 | 3.980894 | -1.200646 | 2.084061 | 0.284193 | 0.739059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 5.672577 | 1.986737 | 3.991437 | 1.041000 | 4.052257 | 0.507757 | 5.672577 | 0.192635 | 3.776086 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 4.089004 | 1.798880 | -0.421809 | 4.089004 | 0.623948 | 0.635954 | 0.295203 | 2.289383 | 0.090971 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 4.076365 | 3.919784 | 2.183294 | 4.076365 | 1.884563 | 0.035117 | 0.677968 | 1.396652 | 1.266480 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 1.752371 | -0.919101 | 0.332467 | 1.251863 | 1.752371 | -0.550923 | -0.000540 | 0.003050 | 1.162397 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Power | inf | 349.058913 | 345.198115 | inf | inf | 69.100989 | 31.173500 | 828.196723 | 165.087397 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 8.249452 | 8.249452 | 2.098076 | 4.557322 | 0.939425 | 1.544462 | 2.652569 | 0.530434 | 0.141404 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 6.869185 | 1.374260 | 6.869185 | 0.596804 | 4.343636 | 0.948271 | 2.829793 | -0.321107 | 1.204194 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 17.395092 | 1.683023 | 0.862844 | 2.691511 | 0.617553 | 17.395092 | 7.080994 | 0.755659 | 0.135820 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 6.013158 | 2.014136 | 5.108432 | 0.744167 | 6.013158 | -0.223848 | -1.598116 | 3.736147 | -4.675000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 6.334397 | 5.242809 | 1.158556 | 2.310227 | 0.375294 | 2.823972 | -0.096134 | 6.334397 | 2.052980 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 11.722523 | 11.722523 | 6.375887 | 2.132215 | 1.265429 | 4.534540 | 4.042142 | 3.611418 | 0.423855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 50.976203 | 15.187600 | 14.279502 | 7.443105 | 2.117785 | 14.217799 | 11.455024 | 50.976203 | 48.377203 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.122431 | 7.122431 | 2.304782 | 6.275760 | 2.562617 | 4.091698 | -0.351746 | 4.932270 | 0.522510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 14.015008 | 1.924157 | 6.622922 | 1.928228 | 3.628822 | 3.609784 | 14.015008 | -0.200720 | 0.547159 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 10.391770 | 10.111673 | 2.557750 | 6.911613 | 2.139881 | 10.391770 | 0.596265 | 3.505756 | -0.203058 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 9.844062 | 2.028972 | 7.290311 | 2.189832 | 5.582096 | 1.180613 | 8.953068 | 0.833556 | 9.844062 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 6.713322 | 6.669378 | 2.270443 | 6.713322 | 2.972122 | 5.495354 | -0.155640 | 0.435814 | -0.076286 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 12.848152 | 0.019859 | -0.732719 | 0.275394 | 0.628953 | 12.848152 | 2.284694 | 2.621797 | -0.373276 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 9.878444 | 1.951932 | 9.878444 | 2.063049 | 5.717154 | 0.990187 | 9.604559 | 0.003904 | 4.744813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.256393 | 1.153521 | 7.256393 | 1.788406 | 3.882569 | 0.747838 | 3.307099 | -0.012296 | 2.811839 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 11.134782 | 1.865048 | 1.379776 | 1.377492 | 2.393822 | 3.127315 | 11.134782 | 1.446790 | 3.734413 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 6.288851 | 6.062112 | 1.347987 | 6.288851 | 1.762891 | 2.384181 | 0.501076 | 1.266006 | -0.667284 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.335283 | 1.545127 | 7.335283 | 1.831237 | 6.183568 | 0.756649 | 0.372838 | 0.314274 | 0.958007 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 0.977976 | -0.789374 | 0.299240 | 0.410385 | -0.262618 | -0.780366 | -1.240554 | -1.292992 | 0.977976 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 10.000118 | 1.803699 | 5.512209 | 2.128338 | 7.295186 | 1.689058 | 10.000118 | 2.206985 | 9.194075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 8.304468 | 1.272891 | 6.904328 | 2.496418 | 8.304468 | 0.881953 | 2.365641 | 0.053683 | 5.953090 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Shape | -0.457058 | -0.457058 | -0.457058 | -0.461085 | -0.461085 | -0.863548 | -0.863548 | -0.922228 | -0.922228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 5.281165 | 0.975485 | -0.016683 | 1.979710 | -0.730352 | 1.369708 | 4.714200 | 5.281165 | -0.249602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 14.719940 | 5.996014 | 1.789335 | 5.942977 | -0.025682 | 14.719940 | 8.630283 | 9.107440 | 3.640745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 1.896991 | 1.896991 | 0.487564 | 1.249445 | 1.224534 | 0.944993 | 0.824166 | 0.700204 | 0.469131 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 3.521290 | 3.521290 | 0.450348 | 1.968512 | 0.571117 | 2.467545 | 0.563643 | 2.749154 | 0.883306 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 3.434378 | 3.434378 | 0.231591 | 0.622010 | 0.884877 | 0.878666 | 0.759466 | 0.147964 | 0.895600 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 9.498160 | 1.873793 | 5.295212 | 2.196643 | 2.877428 | 1.871981 | 5.018790 | 4.365673 | 9.498160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.395904 | 2.052594 | 7.395904 | 2.267236 | 2.109495 | 1.578558 | 5.898948 | 1.791335 | 1.577570 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 8.798152 | 0.940256 | 3.144622 | 1.782045 | 2.118745 | 8.137267 | 8.798152 | 0.227089 | 1.270636 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Power | 1.297862 | 0.511311 | 0.956887 | 1.297862 | 0.812271 | 0.955564 | 0.634634 | 0.164066 | 0.212807 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Variability | 7.198442 | 5.830875 | 2.066166 | 1.960161 | 2.023363 | 7.198442 | 3.937466 | 1.598837 | 0.273553 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.978358 | 2.209783 | 7.978358 | -0.666062 | 0.054937 | 0.714262 | 0.705124 | 3.584320 | 1.130565 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 3.399251 | 1.794592 | 3.399251 | 1.358626 | 0.050227 | 1.166633 | 0.559105 | 2.107171 | 0.077394 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 3.701573 | 1.307268 | 3.701573 | 0.040609 | 0.381487 | 3.193355 | 0.739692 | 2.315236 | 0.873023 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 11.212624 | 1.701370 | 11.212624 | 1.150238 | 1.580970 | -0.503716 | 1.696071 | 3.830857 | 0.452430 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 5.511810 | 3.699786 | 0.651752 | 0.553342 | -0.338036 | 0.410041 | 1.972492 | 5.511810 | 4.038901 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 5.591814 | 0.732622 | 3.469614 | 0.006417 | 0.494260 | 5.080501 | -0.281397 | 5.188979 | 5.591814 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.755037 | 7.755037 | 1.877655 | 0.705718 | -0.413545 | 1.401464 | 0.979375 | 0.638586 | 0.472222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 8.571089 | 8.571089 | 1.979215 | 1.123719 | 0.838887 | 2.519072 | -0.484025 | 1.339767 | 2.119806 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Temporal Discontinuties | 6.395511 | 0.319301 | 4.619901 | 0.182569 | 0.557557 | 0.812418 | 0.254666 | 6.395511 | 2.558957 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Temporal Discontinuties | 13.519999 | 7.343208 | 1.959479 | 1.275056 | -0.486528 | 1.021055 | 5.586801 | 2.995306 | 13.519999 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 9.567439 | 9.567439 | 2.028858 | 1.647886 | -0.002795 | 2.460461 | -0.692932 | 0.121547 | 0.506191 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.912728 | 1.958342 | 7.912728 | 0.128165 | 1.194634 | 4.214267 | -0.107464 | 5.707315 | 0.354725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Power | 0.570866 | -0.653228 | -0.849416 | -0.008893 | 0.570866 | -0.716581 | -1.058316 | -0.481414 | 0.540309 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 6.404678 | 1.528220 | 6.404678 | -0.405441 | 0.167407 | 0.040710 | 1.654812 | 2.551338 | 2.612701 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.980433 | 7.980433 | 2.361055 | 1.479684 | 2.703812 | 3.152675 | 1.401830 | 6.946038 | 0.624569 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 8.517822 | 2.418300 | 8.517822 | 1.856025 | 0.482139 | 1.396895 | -0.112346 | 0.283160 | -0.148155 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Temporal Discontinuties | 14.049240 | 6.954107 | 1.671833 | 1.285318 | 0.343921 | 1.556458 | 0.716028 | 6.555976 | 14.049240 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 6.097714 | 6.097714 | 1.150163 | 0.460502 | 0.011870 | 0.258551 | -0.554561 | 1.378258 | 2.442510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.428223 | 7.428223 | 1.353461 | 0.744123 | -0.250498 | 0.880338 | -0.078852 | 0.903721 | 1.181463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 6.446495 | 0.699640 | 6.446495 | -0.698535 | 0.465440 | 1.211693 | 1.458467 | 4.345411 | 4.748121 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 6.999367 | 6.999367 | 0.868173 | 0.654786 | 0.562012 | 1.206478 | 2.052522 | 0.087416 | 0.570132 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.822727 | 0.759216 | 7.822727 | 0.948185 | 0.229406 | 2.056682 | 0.782333 | 0.630183 | 1.721925 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Temporal Discontinuties | 10.122039 | 8.175489 | 1.150417 | 0.742106 | -0.204870 | 1.174841 | 0.901162 | 9.623173 | 10.122039 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | nn Temporal Discontinuties | 17.064840 | 6.041993 | 0.407065 | 0.795696 | 0.009765 | 1.105169 | 2.331080 | 7.510880 | 17.064840 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 6.210554 | 0.246255 | 6.210554 | 0.674398 | 0.392120 | 2.289162 | 2.478677 | -0.060751 | 1.407917 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 6.498043 | 1.380838 | 6.498043 | 0.319902 | -0.845995 | -0.657537 | 5.366718 | -0.097308 | 5.663846 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 8.020207 | 8.020207 | 1.583668 | -0.866656 | 0.998951 | 4.522995 | -0.031179 | 0.280804 | 3.259200 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.534358 | 1.262340 | 7.534358 | 0.923641 | -1.422557 | -0.481495 | 2.495698 | 3.106375 | 5.511339 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Shape | 7.784344 | 7.784344 | 0.613645 | -1.046240 | 0.434918 | 2.524068 | -0.569541 | 5.076254 | 0.847780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 82 | 7 | RF_maintenance | ee Temporal Discontinuties | 8.602804 | 4.692266 | 1.611640 | -0.096001 | 0.613077 | 4.666321 | -0.023327 | 8.602804 | 0.096791 |